There is a need for solutions for efficiently and reliably perform sensor-based predictive data analysis. This need can be addressed by, for example, solutions for performing cross-sensor predictive data analysis. In one example, a method for performing cross-sensor predictive data analysis includes identifying sensor input data objects comprising one or more image data objects; determining sensor feature data objects based on the sensor input data objects; generating predictions for a target predictive entity associated with the sensor input data objects by processing the sensor feature data objects using a cross-sensor predictive inference model; and performing prediction-based actions based on the cross-sensor predictions.
Legal claims defining the scope of protection, as filed with the USPTO.
2. The computer-implemented method of claim 1, wherein the plurality of feature extraction models comprises a convolutional neural network.
3. The computer-implemented method of claim 1, wherein the plurality of feature extraction models comprises a capsule-based machine learning model.
5. The computer-implemented method of claim 1, wherein the feature definition model is defined based at least in part on one or more inferential properties of the target predictive entity.
6. The computer-implemented method of claim 1, wherein the feature definition model is defined based at least in part on a feature confidence measure for each potential observation metric of the one or more potential observation metrics.
8. The computer-implemented method of claim 7, wherein the model confidence threshold value is determined based at least in part on a generic model confidence measure for the generic model.
10. The computer-implemented method of claim 9, wherein determining the first feature extraction model further comprises determining first feature extraction model based at least in part on each training intensity measure for a model generating device of the one or more model generating devices.
Cooperative Patent Classification codes for this invention. Click any code to explore related patents in that topic.
December 2, 2019
August 2, 2022
Browse 5M+ US patents with plain-English claim translations and AI-generated analysis.